IMPORTING LIBRARIES

No Null values

Type is a Categorical Data, that can be used to create clusters

AUTO EDA

dtale Library for Auto Data Analysis

Autoviz Library for Auto Data Visualization

Inferences:

Almost all variables have moderate to good postive and negative relation

Transformation of variables

Applying Standardization

PCA

At around 8 PCA components we are getting 95% of data

1. H-Cluster

Silhouette_score = 0.45 with Cluster=3 is the better one amongst all

II. K-Means

Silhouette_score = 0.45 with Cluster = 3 is the better one amongst all

Saving to csv file

t-SNE Algorithm

tsne_2d.png

tsne_2d.png